GCSE (Goal, Context, Source, Expectations) framework for transforming rough, unstructured ideas into high-quality, reusable prompts

I published a practical framework for transforming rough, unstructured ideas into high-quality, reusable prompts for Mic...

14 Jul 2026

Beyond Expectations: Engineering Rigorous Testing for Probabilistic LLMs

Traditional software testing is insufficient for Large Language Models because LLMs are probabilistic rather than determ...

14 Jul 2026

Test Architect

IBM

Test Architect with IBM Consulting, based in Gurgaon, India. I specialize in Quality Engineering, Test Automation, AI-as...

12 Sep 2009 - Present